Literature DB >> 29122245

Methods for segmentation of rheumatoid arthritis bone erosions in high-resolution peripheral quantitative computed tomography (HR-pQCT).

Camille P Figueiredo1, Arnd Kleyer2, David Simon2, Fabian Stemmler2, Isabelle d'Oliveira2, Anja Weissenfels3, Oleg Museyko3, Andreas Friedberger3, Axel J Hueber2, Judith Haschka4, Matthias Englbrecht2, Rosa M R Pereira5, Juergen Rech2, Georg Schett2, Klaus Engelke6.   

Abstract

OBJECTIVE: The comparison between different techniques to quantify the 3-dimensional size of inflammatory bone erosions in rheumatoid arthritis(RA) patients.
METHODS: Anti-cyclic citrullinated peptide antibody(ACPA) positive RA patients received high-resolution peripheral quantitative computed tomography (HR-pQCT) scans of the metacarpophalangeal joints (MCP). Erosions were measured by three different segmentation techniques: (1) manual method with calculation by half-ellipsoid formula, (2) semi-automated modified Evaluation Script for Erosions (mESE), and (3) semi-automated Medical Image Analysis Framework (MIAF) software. Bland & Altman plots were used to describe agreement between methods. Furthermore, shape of erosions was classified as regular or irregular and then compared to the sphericity obtained by MIAF.
RESULTS: A total of 76 erosions from 65 RA patients (46 females/19 males), median age 57 years, median disease duration 6.1 years and median disease activity score 28 of 2.8 units were analyzed. While mESE and MIAF showed good agreement in the measurement of erosion size, the manual method with calculation by half-ellipsoid formula underestimated erosions size, particularly with larger erosions. Accurate segmentation is particularly important in larger erosions, which are irregularly shaped. In all three segmentation techniques irregular erosions were larger in size than regular erosions (MIAF: 19.7 vs. 3.4mm3; mESE: 15.5 vs. 2.3mm3; manual = 7.2 vs. 1.52mm3; all p < 0.001). In accordance, sphericity of erosions measured by MIAF significantly decreased with their size (p < 0.001).
CONCLUSION: MIAF and mESE allow segmentation of inflammatory bone erosions in RA patients with excellent inter reader reliability. They allow calculating erosion volume independent of erosion shape and therefore provide an attractive tool to quantify structural damage in individual joints of RA patients.
Copyright © 2018 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Bone erosion; Bone segmentation; Computed tomography; Rheumatoid arthritis

Mesh:

Substances:

Year:  2017        PMID: 29122245     DOI: 10.1016/j.semarthrit.2017.09.011

Source DB:  PubMed          Journal:  Semin Arthritis Rheum        ISSN: 0049-0172            Impact factor:   5.532


  8 in total

1.  Deep learning methods allow fully automated segmentation of metacarpal bones to quantify volumetric bone mineral density.

Authors:  Lukas Folle; Timo Meinderink; David Simon; Anna-Maria Liphardt; Gerhard Krönke; Georg Schett; Arnd Kleyer; Andreas Maier
Journal:  Sci Rep       Date:  2021-05-06       Impact factor: 4.379

Review 2.  Identification of Tumor-Specific MRI Biomarkers Using Machine Learning (ML).

Authors:  Rima Hajjo; Dima A Sabbah; Sanaa K Bardaweel; Alexander Tropsha
Journal:  Diagnostics (Basel)       Date:  2021-04-21

3.  A microfluidic chip-based co-culture of fibroblast-like synoviocytes with osteoblasts and osteoclasts to test bone erosion and drug evaluation.

Authors:  Hui-Peng Ma; Xue Deng; Deng-Yi Chen; Di Zhu; Jin-Ling Tong; Ting Zhao; Jin-Hui Ma; Yan-Qiu Liu
Journal:  R Soc Open Sci       Date:  2018-09-12       Impact factor: 2.963

4.  Resolution of synovitis and arrest of catabolic and anabolic bone changes in patients with psoriatic arthritis by IL-17A blockade with secukinumab: results from the prospective PSARTROS study.

Authors:  Eleni Kampylafka; Isabelle d'Oliveira; Christina Linz; Veronika Lerchen; Fabian Stemmler; David Simon; Matthias Englbrecht; Michael Sticherling; Jürgen Rech; Arnd Kleyer; Georg Schett; Axel J Hueber
Journal:  Arthritis Res Ther       Date:  2018-07-27       Impact factor: 5.156

5.  3-D microarchitectural properties and rod- and plate-like trabecular morphometric properties of femur head cancellous bones in patients with rheumatoid arthritis, osteoarthritis, and osteoporosis.

Authors:  Ming Ding; Søren Overgaard
Journal:  J Orthop Translat       Date:  2021-04-20       Impact factor: 5.191

6.  Bone erosion in the 2nd metacarpophalangeal head: association with its bone mineral density by HR-pQCT in rheumatoid arthritis patients.

Authors:  Camille P Figueiredo; Mariana O Perez; Lucas Peixoto Sales; Ana Cristina Medeiros; Valeria F Caparbo; Rosa M R Pereira
Journal:  BMC Musculoskelet Disord       Date:  2021-01-25       Impact factor: 2.362

Review 7.  Practical Implementation of Artificial Intelligence-Based Deep Learning and Cloud Computing on the Application of Traditional Medicine and Western Medicine in the Diagnosis and Treatment of Rheumatoid Arthritis.

Authors:  Shaohui Wang; Ya Hou; Xuanhao Li; Xianli Meng; Yi Zhang; Xiaobo Wang
Journal:  Front Pharmacol       Date:  2021-12-23       Impact factor: 5.810

Review 8.  The clinical application of high-resolution peripheral computed tomography (HR-pQCT) in adults: state of the art and future directions.

Authors:  J P van den Bergh; P Szulc; A M Cheung; M Bouxsein; K Engelke; R Chapurlat
Journal:  Osteoporos Int       Date:  2021-05-22       Impact factor: 4.507

  8 in total

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